{"id":"W2004196276","doi":"10.1089/ind.2013.0010","title":"Non-Hydrolytic Cellulose Active Proteins: Research Progress and Potential Application in Biorefineries","year":2013,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Novozymes","keywords":"Biorefinery; Cellulase; Cellulose; Hydrolysis; Chemistry; Polysaccharide; Biochemical engineering; Cell wall; Expansin; Biochemistry; Biotechnology; Organic chemistry; Biology; Engineering; Raw material; Gene expression","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000199598,0.0001241596,0.0001458279,0.0004670618,0.00005653972,0.00003665691,0.0001554935,0.000926914,0.0000356816],"category_scores_gemma":[0.00003118156,0.0001136502,0.0000165988,0.0005980156,0.000451641,0.0001417499,0.0001022171,0.0008409899,0.0001374963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008486755,"about_ca_system_score_gemma":0.00002245949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003223669,"about_ca_topic_score_gemma":0.000008321164,"domain_scores_codex":[0.9990375,0.00003115211,0.0001880441,0.0002967196,0.0001284868,0.0003181142],"domain_scores_gemma":[0.9996607,0.00000993861,0.00002813894,0.0002079028,0.00004596408,0.00004739919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007099993,0.00008014687,0.0006075178,0.00006512549,0.00002212607,0.000006954528,0.0001025829,0.00002202282,0.6786187,0.0002372796,0.002076786,0.3180898],"study_design_scores_gemma":[0.001120858,0.0002143203,0.0007691256,0.00002811645,0.000005039298,0.00001492091,0.0003148078,0.00684781,0.9733778,0.000825578,0.01626269,0.0002189864],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915245,0.0001570214,0.00009737072,0.006162501,0.000228135,0.001420922,0.000003402452,0.0002727122,0.0001334193],"genre_scores_gemma":[0.999187,0.0000814213,0.0001583046,0.000007834034,0.0001754518,0.0003042424,0.000009401037,0.00001552603,0.00006080438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3178708,"threshold_uncertainty_score":0.7149209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444573160817925,"score_gpt":0.2501330038773261,"score_spread":0.2256872722691469,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}